Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:23:24.784023 |
|---|---|
| Analysis finished | 2020-08-25 00:23:46.171366 |
| Duration | 21.39 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.3445969671010972e-11 |
|---|---|
| Minimum | -1.7880475521087646 |
| Maximum | 1.719038009643555 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.788047552 |
|---|---|
| 5-th percentile | -1.589020443 |
| Q1 | -0.8198409528 |
| median | 0.002392768831 |
| Q3 | 0.8417787105 |
| 95-th percentile | 1.549982661 |
| Maximum | 1.71903801 |
| Range | 3.507085562 |
| Interquartile range (IQR) | 1.661619663 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -7.43717282e+10 |
| Kurtosis | -1.145116223 |
| Mean | -1.344596967e-11 |
| Median Absolute Deviation (MAD) | 0.8369789124 |
| Skewness | -0.001428697913 |
| Sum | -1.344596967e-08 |
| Variance | 1.000000003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.4091787338 | 1 | 0.1% | |
| 0.05362974852 | 1 | 0.1% | |
| -0.1930404156 | 1 | 0.1% | |
| -0.8795825839 | 1 | 0.1% | |
| 0.7174683809 | 1 | 0.1% | |
| -0.2345424742 | 1 | 0.1% | |
| 0.6657414436 | 1 | 0.1% | |
| 0.5807460546 | 1 | 0.1% | |
| 0.9303549528 | 1 | 0.1% | |
| 0.1917285025 | 1 | 0.1% | |
| 0.3987692297 | 1 | 0.1% | |
| -0.1136079878 | 1 | 0.1% | |
| -0.09207352251 | 1 | 0.1% | |
| -0.4002575576 | 1 | 0.1% | |
| 1.091159225 | 1 | 0.1% | |
| 1.395836473 | 1 | 0.1% | |
| 1.509055853 | 1 | 0.1% | |
| -0.3587240577 | 1 | 0.1% | |
| -0.7565088868 | 1 | 0.1% | |
| -0.3731247485 | 1 | 0.1% | |
| -0.9381483793 | 1 | 0.1% | |
| 0.1295561492 | 1 | 0.1% | |
| -0.2226328999 | 1 | 0.1% | |
| -1.606749296 | 1 | 0.1% | |
| 0.4270771742 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.788047552 | 1 | 0.1% | |
| -1.784707904 | 1 | 0.1% | |
| -1.779374123 | 1 | 0.1% | |
| -1.775686026 | 1 | 0.1% | |
| -1.768470764 | 1 | 0.1% | |
| -1.760758519 | 1 | 0.1% | |
| -1.751178741 | 1 | 0.1% | |
| -1.748415947 | 1 | 0.1% | |
| -1.741333604 | 1 | 0.1% | |
| -1.736856937 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.71903801 | 1 | 0.1% | |
| 1.712775469 | 1 | 0.1% | |
| 1.710849643 | 1 | 0.1% | |
| 1.70639658 | 1 | 0.1% | |
| 1.700924754 | 1 | 0.1% | |
| 1.697306395 | 1 | 0.1% | |
| 1.691984892 | 1 | 0.1% | |
| 1.688383579 | 1 | 0.1% | |
| 1.682366848 | 1 | 0.1% | |
| 1.679284692 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3669563233852387e-09 |
|---|---|
| Minimum | -1.7812438011169434 |
| Maximum | 1.8213061094284055 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.781243801 |
|---|---|
| 5-th percentile | -1.561071551 |
| Q1 | -0.8229633868 |
| median | 0.01028001774 |
| Q3 | 0.8211746365 |
| 95-th percentile | 1.590781075 |
| Maximum | 1.821306109 |
| Range | 3.602549911 |
| Interquartile range (IQR) | 1.644138023 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 422483503.6 |
| Kurtosis | -1.119458321 |
| Mean | 2.366956323e-09 |
| Median Absolute Deviation (MAD) | 0.824657321 |
| Skewness | 0.03029220194 |
| Sum | 2.366956323e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.8593748212 | 1 | 0.1% | |
| -1.355559945 | 1 | 0.1% | |
| -0.7662935257 | 1 | 0.1% | |
| -1.229132414 | 1 | 0.1% | |
| 0.1446276456 | 1 | 0.1% | |
| -0.5631639957 | 1 | 0.1% | |
| -1.435562015 | 1 | 0.1% | |
| -0.191572085 | 1 | 0.1% | |
| -1.704447389 | 1 | 0.1% | |
| 1.513038635 | 1 | 0.1% | |
| 1.286475658 | 1 | 0.1% | |
| 1.282563567 | 1 | 0.1% | |
| -0.4886090159 | 1 | 0.1% | |
| 0.04267072305 | 1 | 0.1% | |
| 0.345980078 | 1 | 0.1% | |
| -1.067706943 | 1 | 0.1% | |
| -0.4104699194 | 1 | 0.1% | |
| -0.02065015398 | 1 | 0.1% | |
| 1.524729013 | 1 | 0.1% | |
| 0.5826753974 | 1 | 0.1% | |
| -0.3899694681 | 1 | 0.1% | |
| 0.6275939941 | 1 | 0.1% | |
| -1.518173814 | 1 | 0.1% | |
| 1.419243574 | 1 | 0.1% | |
| -0.8619635701 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.781243801 | 1 | 0.1% | |
| -1.78080976 | 1 | 0.1% | |
| -1.758681536 | 1 | 0.1% | |
| -1.750072956 | 1 | 0.1% | |
| -1.749517441 | 1 | 0.1% | |
| -1.743747711 | 1 | 0.1% | |
| -1.743570924 | 1 | 0.1% | |
| -1.740520835 | 1 | 0.1% | |
| -1.737535596 | 1 | 0.1% | |
| -1.736179113 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.821306109 | 1 | 0.1% | |
| 1.819896579 | 1 | 0.1% | |
| 1.818483591 | 1 | 0.1% | |
| 1.81001997 | 1 | 0.1% | |
| 1.8080163 | 1 | 0.1% | |
| 1.806687117 | 1 | 0.1% | |
| 1.800544858 | 1 | 0.1% | |
| 1.79625535 | 1 | 0.1% | |
| 1.778787255 | 1 | 0.1% | |
| 1.76814425 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.062909960746765e-10 |
|---|---|
| Minimum | -1.7806508541107178 |
| Maximum | 1.701529622077942 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.780650854 |
|---|---|
| 5-th percentile | -1.587327141 |
| Q1 | -0.8272039592 |
| median | 0.01684245653 |
| Q3 | 0.8964491487 |
| 95-th percentile | 1.520362264 |
| Maximum | 1.701529622 |
| Range | 3.482180476 |
| Interquartile range (IQR) | 1.723653108 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 1649373002 |
| Kurtosis | -1.174830016 |
| Mean | 6.062909961e-10 |
| Median Absolute Deviation (MAD) | 0.8625386674 |
| Skewness | -0.08955991833 |
| Sum | 6.062909961e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.7480463386 | 1 | 0.1% | |
| 1.407559037 | 1 | 0.1% | |
| 0.1065308005 | 1 | 0.1% | |
| 0.930305481 | 1 | 0.1% | |
| -1.102921844 | 1 | 0.1% | |
| -0.3792443871 | 1 | 0.1% | |
| -1.384163618 | 1 | 0.1% | |
| -0.8600473404 | 1 | 0.1% | |
| -0.6784043908 | 1 | 0.1% | |
| -1.768194914 | 1 | 0.1% | |
| -1.674388885 | 1 | 0.1% | |
| -1.399764299 | 1 | 0.1% | |
| -0.4339248836 | 1 | 0.1% | |
| -1.204447031 | 1 | 0.1% | |
| 0.1574517488 | 1 | 0.1% | |
| -0.1691085845 | 1 | 0.1% | |
| 1.294222355 | 1 | 0.1% | |
| -1.091146111 | 1 | 0.1% | |
| -0.3860677183 | 1 | 0.1% | |
| 0.7800577879 | 1 | 0.1% | |
| 1.23342979 | 1 | 0.1% | |
| -1.104393244 | 1 | 0.1% | |
| 1.137908459 | 1 | 0.1% | |
| 0.7369711995 | 1 | 0.1% | |
| -1.571591735 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.780650854 | 1 | 0.1% | |
| -1.779912114 | 1 | 0.1% | |
| -1.768194914 | 1 | 0.1% | |
| -1.758638263 | 1 | 0.1% | |
| -1.756735802 | 1 | 0.1% | |
| -1.754616618 | 1 | 0.1% | |
| -1.752351046 | 1 | 0.1% | |
| -1.751180053 | 1 | 0.1% | |
| -1.737795591 | 1 | 0.1% | |
| -1.733609557 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.701529622 | 1 | 0.1% | |
| 1.682953477 | 1 | 0.1% | |
| 1.678599238 | 1 | 0.1% | |
| 1.673679709 | 1 | 0.1% | |
| 1.672136664 | 1 | 0.1% | |
| 1.668253779 | 1 | 0.1% | |
| 1.66780436 | 1 | 0.1% | |
| 1.665220022 | 1 | 0.1% | |
| 1.663487554 | 1 | 0.1% | |
| 1.662206888 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.622875273227692e-10 |
|---|---|
| Minimum | -1.778514385223389 |
| Maximum | 1.6695576906204224 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.778514385 |
|---|---|
| 5-th percentile | -1.620918757 |
| Q1 | -0.8319297433 |
| median | 0.08013848588 |
| Q3 | 0.8467981964 |
| 95-th percentile | 1.516714954 |
| Maximum | 1.669557691 |
| Range | 3.448072076 |
| Interquartile range (IQR) | 1.67872794 |
Descriptive statistics
| Standard deviation | 0.9999999976 |
|---|---|
| Coefficient of variation (CV) | -1311840955 |
| Kurtosis | -1.170898926 |
| Mean | -7.622875273e-10 |
| Median Absolute Deviation (MAD) | 0.836063683 |
| Skewness | -0.1371773074 |
| Sum | -7.622875273e-07 |
| Variance | 0.9999999952 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.082030773 | 1 | 0.1% | |
| 1.552066803 | 1 | 0.1% | |
| 1.30602622 | 1 | 0.1% | |
| -0.07088426501 | 1 | 0.1% | |
| 0.3216228187 | 1 | 0.1% | |
| -0.8248850107 | 1 | 0.1% | |
| 1.360702276 | 1 | 0.1% | |
| 0.7545674443 | 1 | 0.1% | |
| -1.106789112 | 1 | 0.1% | |
| 0.4475950599 | 1 | 0.1% | |
| 0.01410622988 | 1 | 0.1% | |
| 0.9029985666 | 1 | 0.1% | |
| -0.1954408586 | 1 | 0.1% | |
| -0.8873670697 | 1 | 0.1% | |
| -0.1026996374 | 1 | 0.1% | |
| 0.04206348956 | 1 | 0.1% | |
| 0.05362680182 | 1 | 0.1% | |
| 1.442685127 | 1 | 0.1% | |
| -1.678411245 | 1 | 0.1% | |
| 0.08040148765 | 1 | 0.1% | |
| -0.7312556505 | 1 | 0.1% | |
| 1.001261592 | 1 | 0.1% | |
| 1.098910451 | 1 | 0.1% | |
| 0.4606249332 | 1 | 0.1% | |
| -1.399684787 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.778514385 | 1 | 0.1% | |
| -1.773355484 | 1 | 0.1% | |
| -1.7730124 | 1 | 0.1% | |
| -1.770426273 | 1 | 0.1% | |
| -1.768034339 | 1 | 0.1% | |
| -1.761906385 | 1 | 0.1% | |
| -1.756407142 | 1 | 0.1% | |
| -1.755498052 | 1 | 0.1% | |
| -1.754888177 | 1 | 0.1% | |
| -1.754581094 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.669557691 | 1 | 0.1% | |
| 1.667359471 | 1 | 0.1% | |
| 1.659888983 | 1 | 0.1% | |
| 1.657943487 | 1 | 0.1% | |
| 1.653206229 | 1 | 0.1% | |
| 1.650202751 | 1 | 0.1% | |
| 1.64835 | 1 | 0.1% | |
| 1.631919265 | 1 | 0.1% | |
| 1.626748443 | 1 | 0.1% | |
| 1.624806166 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.792849257588386e-10 |
|---|---|
| Minimum | -1.7626078128814695 |
| Maximum | 1.6636035442352295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.762607813 |
|---|---|
| 5-th percentile | -1.574196851 |
| Q1 | -0.8821546733 |
| median | 0.01230113581 |
| Q3 | 0.8816696554 |
| 95-th percentile | 1.523687953 |
| Maximum | 1.663603544 |
| Range | 3.426211357 |
| Interquartile range (IQR) | 1.763824329 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | 1137287781 |
| Kurtosis | -1.243365437 |
| Mean | 8.792849258e-10 |
| Median Absolute Deviation (MAD) | 0.8868643939 |
| Skewness | -0.03491936703 |
| Sum | 8.792849258e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.411386609 | 1 | 0.1% | |
| 1.506795406 | 1 | 0.1% | |
| 1.513087034 | 1 | 0.1% | |
| 0.9596638083 | 1 | 0.1% | |
| -0.5141063333 | 1 | 0.1% | |
| -0.6092788577 | 1 | 0.1% | |
| -0.2503378689 | 1 | 0.1% | |
| 1.279903054 | 1 | 0.1% | |
| 0.2845154107 | 1 | 0.1% | |
| 0.3518970907 | 1 | 0.1% | |
| 1.381477118 | 1 | 0.1% | |
| 0.5670730472 | 1 | 0.1% | |
| 0.8575751781 | 1 | 0.1% | |
| 0.7877693772 | 1 | 0.1% | |
| -0.465490818 | 1 | 0.1% | |
| 1.47134316 | 1 | 0.1% | |
| 0.5143028498 | 1 | 0.1% | |
| -1.184904456 | 1 | 0.1% | |
| 0.8112009168 | 1 | 0.1% | |
| -1.671992898 | 1 | 0.1% | |
| 1.333688259 | 1 | 0.1% | |
| -1.731767774 | 1 | 0.1% | |
| -1.048170447 | 1 | 0.1% | |
| -0.4729783833 | 1 | 0.1% | |
| -1.274722576 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.762607813 | 1 | 0.1% | |
| -1.74957478 | 1 | 0.1% | |
| -1.748250842 | 1 | 0.1% | |
| -1.733852267 | 1 | 0.1% | |
| -1.732685447 | 1 | 0.1% | |
| -1.731947899 | 1 | 0.1% | |
| -1.731767774 | 1 | 0.1% | |
| -1.727036119 | 1 | 0.1% | |
| -1.719656944 | 1 | 0.1% | |
| -1.718318105 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.663603544 | 1 | 0.1% | |
| 1.662840247 | 1 | 0.1% | |
| 1.659211278 | 1 | 0.1% | |
| 1.65844965 | 1 | 0.1% | |
| 1.657954812 | 1 | 0.1% | |
| 1.65509069 | 1 | 0.1% | |
| 1.650048971 | 1 | 0.1% | |
| 1.647868752 | 1 | 0.1% | |
| 1.647079468 | 1 | 0.1% | |
| 1.64221561 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.403984010219574e-10 |
|---|---|
| Minimum | -1.7531616687774658 |
| Maximum | 1.6611177921295166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.753161669 |
|---|---|
| 5-th percentile | -1.601113904 |
| Q1 | -0.8542067111 |
| median | 0.01373978984 |
| Q3 | 0.8944012821 |
| 95-th percentile | 1.529747266 |
| Maximum | 1.661117792 |
| Range | 3.414279461 |
| Interquartile range (IQR) | 1.748607993 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -2937734132 |
| Kurtosis | -1.217773609 |
| Mean | -3.40398401e-10 |
| Median Absolute Deviation (MAD) | 0.8747264193 |
| Skewness | -0.04799752633 |
| Sum | -3.40398401e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.582030654 | 1 | 0.1% | |
| 0.150068 | 1 | 0.1% | |
| -0.7018575668 | 1 | 0.1% | |
| 0.283375293 | 1 | 0.1% | |
| -0.05164431781 | 1 | 0.1% | |
| 0.6764616966 | 1 | 0.1% | |
| 1.080671668 | 1 | 0.1% | |
| 0.369479984 | 1 | 0.1% | |
| -0.2340560257 | 1 | 0.1% | |
| 0.01164719928 | 1 | 0.1% | |
| 1.398848414 | 1 | 0.1% | |
| 0.4007257223 | 1 | 0.1% | |
| -0.5807469487 | 1 | 0.1% | |
| 1.514293551 | 1 | 0.1% | |
| 1.516955137 | 1 | 0.1% | |
| 1.090150356 | 1 | 0.1% | |
| -0.325548619 | 1 | 0.1% | |
| 0.6100339293 | 1 | 0.1% | |
| -0.9388007522 | 1 | 0.1% | |
| -0.9498693943 | 1 | 0.1% | |
| 1.561199546 | 1 | 0.1% | |
| 1.65754354 | 1 | 0.1% | |
| -0.7057239413 | 1 | 0.1% | |
| -0.3157519996 | 1 | 0.1% | |
| -1.57941103 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.753161669 | 1 | 0.1% | |
| -1.750021219 | 1 | 0.1% | |
| -1.749156237 | 1 | 0.1% | |
| -1.748759985 | 1 | 0.1% | |
| -1.745944142 | 1 | 0.1% | |
| -1.745421886 | 1 | 0.1% | |
| -1.739276648 | 1 | 0.1% | |
| -1.738402605 | 1 | 0.1% | |
| -1.735197306 | 1 | 0.1% | |
| -1.733637333 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.661117792 | 1 | 0.1% | |
| 1.65903163 | 1 | 0.1% | |
| 1.657736421 | 1 | 0.1% | |
| 1.65754354 | 1 | 0.1% | |
| 1.653512955 | 1 | 0.1% | |
| 1.65261972 | 1 | 0.1% | |
| 1.646443963 | 1 | 0.1% | |
| 1.644711494 | 1 | 0.1% | |
| 1.639468312 | 1 | 0.1% | |
| 1.634186745 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.7585407476872206e-09 |
|---|---|
| Minimum | -1.7296241521835327 |
| Maximum | 1.749320387840271 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.729624152 |
|---|---|
| 5-th percentile | -1.551447141 |
| Q1 | -0.8680442721 |
| median | -0.001800717087 |
| Q3 | 0.8510795981 |
| 95-th percentile | 1.577883005 |
| Maximum | 1.749320388 |
| Range | 3.47894454 |
| Interquartile range (IQR) | 1.71912387 |
Descriptive statistics
| Standard deviation | 0.9999999983 |
|---|---|
| Coefficient of variation (CV) | -568653299.4 |
| Kurtosis | -1.180594665 |
| Mean | -1.758540748e-09 |
| Median Absolute Deviation (MAD) | 0.8599422872 |
| Skewness | 0.006395054405 |
| Sum | -1.758540748e-06 |
| Variance | 0.9999999967 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.605463266 | 1 | 0.1% | |
| 0.3840902448 | 1 | 0.1% | |
| -0.3430120945 | 1 | 0.1% | |
| -0.6412531734 | 1 | 0.1% | |
| -0.2644836903 | 1 | 0.1% | |
| -1.236495137 | 1 | 0.1% | |
| -1.489878058 | 1 | 0.1% | |
| 0.6803027987 | 1 | 0.1% | |
| -1.209521055 | 1 | 0.1% | |
| 0.9010022879 | 1 | 0.1% | |
| 0.4251096845 | 1 | 0.1% | |
| 0.8219999075 | 1 | 0.1% | |
| -1.173090935 | 1 | 0.1% | |
| 0.2086474299 | 1 | 0.1% | |
| -0.8482590318 | 1 | 0.1% | |
| 0.1218996197 | 1 | 0.1% | |
| -1.07928586 | 1 | 0.1% | |
| 0.3870185912 | 1 | 0.1% | |
| 1.537866712 | 1 | 0.1% | |
| 0.2232163996 | 1 | 0.1% | |
| 1.533137441 | 1 | 0.1% | |
| 0.6509852409 | 1 | 0.1% | |
| 0.6587970257 | 1 | 0.1% | |
| -0.5767645836 | 1 | 0.1% | |
| 0.8013728261 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.729624152 | 1 | 0.1% | |
| -1.722032428 | 1 | 0.1% | |
| -1.717273593 | 1 | 0.1% | |
| -1.715459347 | 1 | 0.1% | |
| -1.71375823 | 1 | 0.1% | |
| -1.71071589 | 1 | 0.1% | |
| -1.709328055 | 1 | 0.1% | |
| -1.709054351 | 1 | 0.1% | |
| -1.707332373 | 1 | 0.1% | |
| -1.705633521 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.749320388 | 1 | 0.1% | |
| 1.743811846 | 1 | 0.1% | |
| 1.742958307 | 1 | 0.1% | |
| 1.73908329 | 1 | 0.1% | |
| 1.739068985 | 1 | 0.1% | |
| 1.737925291 | 1 | 0.1% | |
| 1.737808228 | 1 | 0.1% | |
| 1.737713933 | 1 | 0.1% | |
| 1.732352972 | 1 | 0.1% | |
| 1.72631526 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.306524250656366e-10 |
|---|---|
| Minimum | -1.7511482238769531 |
| Maximum | 1.6476068496704102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.751148224 |
|---|---|
| 5-th percentile | -1.58363409 |
| Q1 | -0.8832782358 |
| median | 0.03146253061 |
| Q3 | 0.8649162054 |
| 95-th percentile | 1.500237477 |
| Maximum | 1.64760685 |
| Range | 3.398755074 |
| Interquartile range (IQR) | 1.748194441 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1203872969 |
| Kurtosis | -1.23482073 |
| Mean | -8.306524251e-10 |
| Median Absolute Deviation (MAD) | 0.8735519648 |
| Skewness | -0.0609669312 |
| Sum | -8.306524251e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.648758054 | 1 | 0.1% | |
| -0.4954281151 | 1 | 0.1% | |
| 0.3616517782 | 1 | 0.1% | |
| -1.090261102 | 1 | 0.1% | |
| -1.301517725 | 1 | 0.1% | |
| 0.3274700344 | 1 | 0.1% | |
| 0.08592584729 | 1 | 0.1% | |
| -1.540338516 | 1 | 0.1% | |
| 0.5668435097 | 1 | 0.1% | |
| -0.792530179 | 1 | 0.1% | |
| 0.7779752612 | 1 | 0.1% | |
| 1.520791173 | 1 | 0.1% | |
| -0.8834412694 | 1 | 0.1% | |
| 0.2081641406 | 1 | 0.1% | |
| -0.6549203992 | 1 | 0.1% | |
| -1.282489657 | 1 | 0.1% | |
| 0.8287112117 | 1 | 0.1% | |
| -1.384046316 | 1 | 0.1% | |
| -1.477787375 | 1 | 0.1% | |
| -0.4011926353 | 1 | 0.1% | |
| -0.934204936 | 1 | 0.1% | |
| -0.8443588018 | 1 | 0.1% | |
| -0.1105196923 | 1 | 0.1% | |
| -0.5728729367 | 1 | 0.1% | |
| -1.325430512 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.751148224 | 1 | 0.1% | |
| -1.74875319 | 1 | 0.1% | |
| -1.747710109 | 1 | 0.1% | |
| -1.746122599 | 1 | 0.1% | |
| -1.744817853 | 1 | 0.1% | |
| -1.741262078 | 1 | 0.1% | |
| -1.739593625 | 1 | 0.1% | |
| -1.735959768 | 1 | 0.1% | |
| -1.733528495 | 1 | 0.1% | |
| -1.730606556 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.64760685 | 1 | 0.1% | |
| 1.638752699 | 1 | 0.1% | |
| 1.638310432 | 1 | 0.1% | |
| 1.637852907 | 1 | 0.1% | |
| 1.634335756 | 1 | 0.1% | |
| 1.630292535 | 1 | 0.1% | |
| 1.627855778 | 1 | 0.1% | |
| 1.627276421 | 1 | 0.1% | |
| 1.62646699 | 1 | 0.1% | |
| 1.623319983 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.5991972750484252e-09 |
|---|---|
| Minimum | -1.7368309497833252 |
| Maximum | 1.7221657037734983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.73683095 |
|---|---|
| 5-th percentile | -1.567275852 |
| Q1 | -0.8530091792 |
| median | -0.004024858237 |
| Q3 | 0.8800756633 |
| 95-th percentile | 1.52456156 |
| Maximum | 1.722165704 |
| Range | 3.458996654 |
| Interquartile range (IQR) | 1.733084843 |
Descriptive statistics
| Standard deviation | 0.9999999994 |
|---|---|
| Coefficient of variation (CV) | -625313721.5 |
| Kurtosis | -1.213218283 |
| Mean | -1.599197275e-09 |
| Median Absolute Deviation (MAD) | 0.8708190372 |
| Skewness | -0.006957468461 |
| Sum | -1.599197275e-06 |
| Variance | 0.9999999988 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6035093665 | 1 | 0.1% | |
| 1.513024569 | 1 | 0.1% | |
| 1.610761046 | 1 | 0.1% | |
| 0.6901451349 | 1 | 0.1% | |
| 0.6904191375 | 1 | 0.1% | |
| -0.8229479194 | 1 | 0.1% | |
| 0.8737237453 | 1 | 0.1% | |
| -0.3227140903 | 1 | 0.1% | |
| -1.243529558 | 1 | 0.1% | |
| -0.6202006936 | 1 | 0.1% | |
| 1.485708356 | 1 | 0.1% | |
| 1.442735314 | 1 | 0.1% | |
| 0.3684951663 | 1 | 0.1% | |
| 0.4739632607 | 1 | 0.1% | |
| -1.416654706 | 1 | 0.1% | |
| -0.3616534173 | 1 | 0.1% | |
| 0.9677961469 | 1 | 0.1% | |
| 0.3889964819 | 1 | 0.1% | |
| -0.3108703196 | 1 | 0.1% | |
| 0.3684879839 | 1 | 0.1% | |
| -0.7233701944 | 1 | 0.1% | |
| 0.7818914652 | 1 | 0.1% | |
| 0.2273789197 | 1 | 0.1% | |
| -1.345027208 | 1 | 0.1% | |
| 0.0178554561 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.73683095 | 1 | 0.1% | |
| -1.736643672 | 1 | 0.1% | |
| -1.734722257 | 1 | 0.1% | |
| -1.7321769 | 1 | 0.1% | |
| -1.732159138 | 1 | 0.1% | |
| -1.728948832 | 1 | 0.1% | |
| -1.721423745 | 1 | 0.1% | |
| -1.72075367 | 1 | 0.1% | |
| -1.716565847 | 1 | 0.1% | |
| -1.716256976 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.722165704 | 1 | 0.1% | |
| 1.716549158 | 1 | 0.1% | |
| 1.706323743 | 1 | 0.1% | |
| 1.705054045 | 1 | 0.1% | |
| 1.700113058 | 1 | 0.1% | |
| 1.698732853 | 1 | 0.1% | |
| 1.693665385 | 1 | 0.1% | |
| 1.691861868 | 1 | 0.1% | |
| 1.690929055 | 1 | 0.1% | |
| 1.68381691 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.10832716524601e-10 |
|---|---|
| Minimum | -1.731738567352295 |
| Maximum | 1.6535446643829346 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.731738567 |
|---|---|
| 5-th percentile | -1.574241781 |
| Q1 | -0.8937137276 |
| median | 0.02538863942 |
| Q3 | 0.8974024951 |
| 95-th percentile | 1.514068335 |
| Maximum | 1.653544664 |
| Range | 3.385283232 |
| Interquartile range (IQR) | 1.791116223 |
Descriptive statistics
| Standard deviation | 0.9999999998 |
|---|---|
| Coefficient of variation (CV) | 1233300013 |
| Kurtosis | -1.23293555 |
| Mean | 8.108327165e-10 |
| Median Absolute Deviation (MAD) | 0.896782726 |
| Skewness | -0.04316194024 |
| Sum | 8.108327165e-07 |
| Variance | 0.9999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.050778866 | 1 | 0.1% | |
| -0.6354277134 | 1 | 0.1% | |
| 0.6723802686 | 1 | 0.1% | |
| -1.641543746 | 1 | 0.1% | |
| -1.489662051 | 1 | 0.1% | |
| 1.462315083 | 1 | 0.1% | |
| -0.04691795632 | 1 | 0.1% | |
| -1.210333586 | 1 | 0.1% | |
| 1.196662903 | 1 | 0.1% | |
| -1.036506057 | 1 | 0.1% | |
| 0.5207663178 | 1 | 0.1% | |
| -0.241378814 | 1 | 0.1% | |
| 1.415403247 | 1 | 0.1% | |
| 1.572882056 | 1 | 0.1% | |
| 0.1944496334 | 1 | 0.1% | |
| -0.2893932462 | 1 | 0.1% | |
| -0.6510218382 | 1 | 0.1% | |
| 0.5143282413 | 1 | 0.1% | |
| -0.4291298091 | 1 | 0.1% | |
| -0.2159824371 | 1 | 0.1% | |
| -0.2727846205 | 1 | 0.1% | |
| 0.1398102343 | 1 | 0.1% | |
| 0.3235653043 | 1 | 0.1% | |
| 0.8956451416 | 1 | 0.1% | |
| 1.071598649 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.731738567 | 1 | 0.1% | |
| -1.731278658 | 1 | 0.1% | |
| -1.72924757 | 1 | 0.1% | |
| -1.728358746 | 1 | 0.1% | |
| -1.728150487 | 1 | 0.1% | |
| -1.725242496 | 1 | 0.1% | |
| -1.721819401 | 1 | 0.1% | |
| -1.717509151 | 1 | 0.1% | |
| -1.715270162 | 1 | 0.1% | |
| -1.71245265 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.653544664 | 1 | 0.1% | |
| 1.649353981 | 1 | 0.1% | |
| 1.646149993 | 1 | 0.1% | |
| 1.639519691 | 1 | 0.1% | |
| 1.636312008 | 1 | 0.1% | |
| 1.636182785 | 1 | 0.1% | |
| 1.635734677 | 1 | 0.1% | |
| 1.63499701 | 1 | 0.1% | |
| 1.633186698 | 1 | 0.1% | |
| 1.621381402 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.695634840487741e-10 |
|---|---|
| Minimum | -2.6269795894622803 |
| Maximum | 2.8341217041015625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.626979589 |
|---|---|
| 5-th percentile | -1.676577115 |
| Q1 | -0.7195919007 |
| median | 0.02911405172 |
| Q3 | 0.7188377231 |
| 95-th percentile | 1.633621031 |
| Maximum | 2.834121704 |
| Range | 5.461101294 |
| Interquartile range (IQR) | 1.438429624 |
Descriptive statistics
| Standard deviation | 0.9999999985 |
|---|---|
| Coefficient of variation (CV) | -1299437953 |
| Kurtosis | -0.509296179 |
| Mean | -7.69563484e-10 |
| Median Absolute Deviation (MAD) | 0.7186793387 |
| Skewness | -0.05403030424 |
| Sum | -7.69563484e-07 |
| Variance | 0.999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.8691385388 | 1 | 0.1% | |
| 0.005930615589 | 1 | 0.1% | |
| -1.606821656 | 1 | 0.1% | |
| -0.2478799373 | 1 | 0.1% | |
| 1.669303656 | 1 | 0.1% | |
| 0.3439427316 | 1 | 0.1% | |
| -0.9616012573 | 1 | 0.1% | |
| -1.251322985 | 1 | 0.1% | |
| 0.7076902986 | 1 | 0.1% | |
| -0.5572978854 | 1 | 0.1% | |
| 1.27865541 | 1 | 0.1% | |
| -0.5182312727 | 1 | 0.1% | |
| 1.376302361 | 1 | 0.1% | |
| 2.033845663 | 1 | 0.1% | |
| 0.7584608793 | 1 | 0.1% | |
| -0.719396174 | 1 | 0.1% | |
| -1.272572875 | 1 | 0.1% | |
| 1.061210155 | 1 | 0.1% | |
| 0.4358688891 | 1 | 0.1% | |
| -0.3460235596 | 1 | 0.1% | |
| -0.351882875 | 1 | 0.1% | |
| -1.110652924 | 1 | 0.1% | |
| -0.06868264824 | 1 | 0.1% | |
| -0.03147080541 | 1 | 0.1% | |
| -0.2144061625 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.626979589 | 1 | 0.1% | |
| -2.575106382 | 1 | 0.1% | |
| -2.528192282 | 1 | 0.1% | |
| -2.408225775 | 1 | 0.1% | |
| -2.332753181 | 1 | 0.1% | |
| -2.307120562 | 1 | 0.1% | |
| -2.285937309 | 1 | 0.1% | |
| -2.282576323 | 1 | 0.1% | |
| -2.273947001 | 1 | 0.1% | |
| -2.247966528 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.834121704 | 1 | 0.1% | |
| 2.485036135 | 1 | 0.1% | |
| 2.336746693 | 1 | 0.1% | |
| 2.33521533 | 1 | 0.1% | |
| 2.219907999 | 1 | 0.1% | |
| 2.213181019 | 1 | 0.1% | |
| 2.159349203 | 1 | 0.1% | |
| 2.125790596 | 1 | 0.1% | |
| 2.11429286 | 1 | 0.1% | |
| 2.071311235 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.546721 | 1.447739 | -0.678404 | -1.074468 | 0.593252 | -1.347680 | -0.974346 | 0.277059 | -0.225340 | -0.055611 | 0.237039 |
| 1 | 0.067392 | 1.430332 | -0.629895 | 1.471629 | 1.650049 | 1.088464 | 0.872563 | -1.606538 | 1.478605 | -1.128647 | 2.051099 |
| 2 | -0.179446 | -1.466750 | 1.085600 | 1.132297 | -0.559858 | 0.640836 | 1.589126 | -0.729912 | -0.172967 | 0.489805 | 0.076346 |
| 3 | -1.389567 | -0.861964 | -0.206909 | 1.147487 | 0.324989 | -1.592590 | 0.728129 | -1.332016 | -0.443414 | -0.194433 | -0.348233 |
| 4 | 0.191729 | -0.410029 | -1.613817 | -0.373316 | 0.267076 | -0.930757 | -0.053496 | 0.523618 | 0.508390 | -0.915013 | 0.616146 |
| 5 | 1.691985 | 0.495551 | -1.568475 | -0.874311 | 0.347002 | -0.176720 | -0.421768 | -1.265787 | -1.114318 | -1.104612 | 0.956251 |
| 6 | 1.557953 | 0.532331 | 1.413901 | -0.975579 | -1.688089 | -0.546382 | 1.441357 | 1.637853 | 0.969981 | 0.605462 | -0.213124 |
| 7 | 1.141638 | 0.010429 | 1.555910 | 0.451139 | 1.579316 | 0.366656 | -0.399878 | 1.448090 | -0.363135 | 1.302451 | 1.997359 |
| 8 | -1.760759 | -0.562962 | -0.327352 | -0.302249 | -1.585639 | 1.507452 | 0.288676 | -0.009782 | -1.462590 | -1.285269 | -2.168530 |
| 9 | 1.214164 | 0.284620 | -1.708474 | 0.857631 | 0.017894 | -0.230135 | -0.875768 | -0.988013 | 0.182935 | -1.685549 | 1.949501 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -0.672411 | 0.372677 | 1.476570 | -0.731256 | 1.230228 | 0.082420 | 0.929319 | -1.719407 | -1.193580 | -1.239824 | 0.175354 |
| 991 | -0.407193 | 1.469138 | 1.246672 | 1.138114 | 0.478525 | -1.669238 | -1.305568 | 0.922549 | -1.179815 | 0.194270 | 2.055447 |
| 992 | 0.586457 | -0.976276 | -0.782600 | 1.467706 | 0.980697 | -0.888069 | -1.309309 | -0.102641 | -0.623979 | -0.991111 | 0.630112 |
| 993 | 1.291706 | -0.843951 | -0.540341 | 0.989470 | -0.515657 | 0.537105 | -1.500495 | 1.418776 | -1.619297 | -0.050335 | 0.406833 |
| 994 | -0.305086 | -0.664492 | 0.075913 | 0.022840 | -0.257327 | -0.777069 | -0.177272 | 1.390136 | -0.723370 | 0.318787 | -0.665702 |
| 995 | -0.552799 | 0.811465 | 1.182609 | 1.314626 | 1.461684 | -0.005911 | -0.280729 | 0.928222 | -0.977408 | 0.162024 | 1.540605 |
| 996 | 0.915549 | 1.268860 | -1.571592 | -0.078985 | -0.581010 | -0.300245 | -0.906219 | -0.866722 | -1.008871 | 0.964699 | 1.253992 |
| 997 | -1.170249 | 0.183180 | 0.971232 | 1.555516 | 0.208108 | -0.198330 | -0.030391 | 1.199498 | 0.928825 | 1.567302 | 0.440867 |
| 998 | -0.644599 | 0.580665 | -0.624013 | -1.226447 | -1.500581 | 1.386233 | -1.389889 | 1.225052 | -0.110029 | 0.269316 | -1.061910 |
| 999 | 1.511915 | -0.763444 | -0.080229 | -0.556763 | -0.327957 | -0.518716 | -1.164918 | -1.524071 | 1.115573 | 1.204698 | -0.491797 |